{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 风格迁移的实现\n",
    "\n",
    "\n",
    "在这节课中，我们将学会玩图像的风格迁移。\n",
    "\n",
    "\n",
    "我们需要准备两张图像，一张作为化作风格，一张作为图像内容\n",
    "\n",
    "同时，在本文件中，我们还展示了如何实用GPU来进行计算 \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#导入必要的包\n",
    "from __future__ import print_function\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "from torch.autograd import Variable\n",
    "import torch.optim as optim\n",
    "\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import torchvision.transforms as transforms\n",
    "import torchvision.models as models\n",
    "\n",
    "import copy\n",
    "\n",
    "# 是否用GPU计算，如果检测到有安装好的GPU，则利用它来计算\n",
    "use_cuda = torch.cuda.is_available()\n",
    "dtype = torch.cuda.FloatTensor if use_cuda else torch.FloatTensor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一、准备输入文件\n",
    "\n",
    "我们需要准备两张同样大小的文件，一张作为风格，一张作为内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd7fc01a5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd7c81a1c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#风格图像的路径,自行设定\n",
    "style = 'images/escher.jpg'\n",
    "\n",
    "#内容图像的路径，自行设定\n",
    "content = 'images/portrait1.jpg'\n",
    "\n",
    "#风格损失所占比重\n",
    "style_weight=1000\n",
    "\n",
    "#内容损失所占比重\n",
    "content_weight=1\n",
    "\n",
    "#希望得到的图片大小（越大越清晰，计算越慢）\n",
    "imsize = 128\n",
    "\n",
    "loader = transforms.Compose([\n",
    "    transforms.Resize(imsize),  # 将加载的图像转变为指定的大小\n",
    "    transforms.ToTensor()])  # 将图像转化为tensor\n",
    "\n",
    "#图片加载函数\n",
    "def image_loader(image_name):\n",
    "    image = Image.open(image_name)\n",
    "    image = Variable(loader(image))\n",
    "    # 为了适应卷积网络的需要，虚拟一个batch的维度\n",
    "    image = image.unsqueeze(0)\n",
    "    return image\n",
    "\n",
    "#载入图片并检查尺寸\n",
    "style_img = image_loader(style).type(dtype)\n",
    "content_img = image_loader(content).type(dtype)\n",
    "\n",
    "assert style_img.size() == content_img.size(), \\\n",
    "    \"我们需要输入相同尺寸的风格和内容图像\"\n",
    "\n",
    "# 绘制图像的函数\n",
    "def imshow(tensor, title=None):\n",
    "    image = tensor.clone().cpu()  # 克隆Tensor防止改变\n",
    "    image = image.view(3, imsize, imsize)  # 删除添加的batch层\n",
    "    image = unloader(image)\n",
    "    plt.imshow(image)\n",
    "    if title is not None:\n",
    "        plt.title(title)\n",
    "    plt.pause(0.001) # 停一会以便更新视图\n",
    "\n",
    "#绘制图片并查看\n",
    "unloader = transforms.ToPILImage()  # 将其转化为PIL图像（Python Imaging Library） \n",
    "plt.ion()\n",
    "\n",
    "plt.figure()\n",
    "imshow(style_img.data, title='Style Image')\n",
    "\n",
    "plt.figure()\n",
    "imshow(content_img.data, title='Content Image')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 二、风格迁移网络的实现\n",
    "\n",
    "值得注意的是，风格迁移的实现并没有训练一个神经网络，而是将已训练好的卷积神经网络价格直接迁移过来\n",
    "网络的学习过程并不体现为对神经网络权重的训练，而是训练一张输入的图像，让它尽可能地靠近内容图像的内容和风格图像的风格\n",
    "\n",
    "为了实现风格迁移，我们需要在迁移网络的基础上再构建一个计算图，这样可以加速计算。构建计算图分为两部：\n",
    "\n",
    "1、加载一个训练好的CNN；\n",
    "\n",
    "2、在原网络的基础上添加计算风格损失和内容损失的新计算层"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 加载已训练好的大型网络VGG"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "cnn = models.vgg19(pretrained=True).features\n",
    "\n",
    "# 如果可能就用GPU计算:\n",
    "if use_cuda:\n",
    "    cnn = cnn.cuda()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 重新定义新的计算模块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#内容损失模块\n",
    "class ContentLoss(nn.Module):\n",
    "\n",
    "    def __init__(self, target, weight):\n",
    "        super(ContentLoss, self).__init__()\n",
    "        # 由于网络的权重都是从target上迁移过来，所以在计算梯度的时候，需要把它和原始计算图分离\n",
    "        self.target = target.detach() * weight\n",
    "        self.weight = weight\n",
    "        self.criterion = nn.MSELoss()\n",
    "\n",
    "    def forward(self, input):\n",
    "        # 输入input为一个特征图\n",
    "        # 它的功能就是计算误差，误差就是当前计算的内容与target之间的均方误差\n",
    "        self.loss = self.criterion(input * self.weight, self.target)\n",
    "        self.output = input\n",
    "        return self.output\n",
    "\n",
    "    def backward(self, retain_graph=True):\n",
    "        # 开始进行反向传播算法\n",
    "        self.loss.backward(retain_graph=retain_graph)\n",
    "        return self.loss\n",
    "\n",
    "class StyleLoss(nn.Module):\n",
    "\n",
    "    # 计算风格损失的神经模块\n",
    "    def __init__(self, target, weight):\n",
    "        super(StyleLoss, self).__init__()\n",
    "        self.target = target.detach() * weight\n",
    "        self.weight = weight\n",
    "        #self.gram = GramMatrix()\n",
    "        self.criterion = nn.MSELoss()\n",
    "\n",
    "    def forward(self, input):\n",
    "        # 输入input就是一个特征图\n",
    "        self.output = input.clone()\n",
    "        # 计算本图像的gram矩阵，并将它与target对比\n",
    "        input = input.cuda() if use_cuda else input\n",
    "        self_G = Gram(input)\n",
    "        self_G.mul_(self.weight)\n",
    "        # 计算损失函数，即输入特征图的gram矩阵与目标特征图的gram矩阵之间的差异\n",
    "        self.loss = self.criterion(self_G, self.target)\n",
    "        return self.output\n",
    "\n",
    "    def backward(self, retain_graph=True):\n",
    "        # 反向传播算法\n",
    "        self.loss.backward(retain_graph=retain_graph)\n",
    "        return self.loss\n",
    "\n",
    "#定义Gram矩阵\n",
    "def Gram(input):\n",
    "    # 输入一个特征图，计算gram矩阵\n",
    "    a, b, c, d = input.size()  # a=batch size(=1)\n",
    "    # b=特征图的数量\n",
    "    # (c,d)=特征图的图像尺寸 (N=c*d)\n",
    "\n",
    "    features = input.view(a * b, c * d)  # 将特征图图像扁平化为一个向量\n",
    "\n",
    "    G = torch.mm(features, features.t())  # 计算任意两个向量之间的乘积\n",
    "\n",
    "    # 我们通过除以特征图中的像素数量来归一化特征图\n",
    "    return G.div(a * b * c * d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# 希望计算的内容或者风格层 :\n",
    "content_layers = ['conv_4'] #只考虑第四个卷积层的内容\n",
    "\n",
    "\n",
    "style_layers = ['conv_1', 'conv_2', 'conv_3', 'conv_4', 'conv_5']\n",
    "# 考虑第1、2、3、4、5层的风格损失\n",
    "\n",
    "\n",
    "# 定义列表存储每一个周期的计算损失\n",
    "content_losses = []\n",
    "style_losses = []\n",
    "\n",
    "model = nn.Sequential()  # 一个新的序贯网络模型\n",
    "\n",
    "# 如果有GPU就把这些计算挪到GPU上:\n",
    "if use_cuda:\n",
    "    model = model.cuda()\n",
    "\n",
    "\n",
    "    \n",
    "    \n",
    "# 接下来要做的操作是：循环vgg的每一层，同时构造一个全新的神经网络model\n",
    "# 这个新网络与vgg基本一样，只是多了一些新的层来计算风格损失和内容损失。\n",
    "# 将每层卷积核的数据都加载到新的网络模型model上来\n",
    "i = 1\n",
    "for layer in list(cnn):\n",
    "    if isinstance(layer, nn.Conv2d):\n",
    "        name = \"conv_\" + str(i)\n",
    "        #将已加载的模块放到model这个新的神经模块中\n",
    "        model.add_module(name, layer)\n",
    "\n",
    "        if name in content_layers:\n",
    "            # 如果当前层模型在定义好的要计算内容的层:\n",
    "            target = model(content_img).clone() #将内容图像当前层的feature信息拷贝到target中\n",
    "            content_loss = ContentLoss(target, content_weight) #定义content_loss的目标函数\n",
    "            content_loss = content_loss if use_cuda else content_loss\n",
    "            model.add_module(\"content_loss_\" + str(i), content_loss) #在新网络上加content_loss层\n",
    "            content_losses.append(content_loss)\n",
    "\n",
    "        if name in style_layers:\n",
    "            # 如果当前层在指定的风格层中，进行风格层损失的计算\n",
    "            target_feature = model(style_img).clone()\n",
    "            target_feature = target_feature.cuda() if use_cuda else target_feature\n",
    "            target_feature_gram = Gram(target_feature)\n",
    "            style_loss = StyleLoss(target_feature_gram, style_weight)\n",
    "            style_loss = style_loss.cuda() if use_cuda else style_loss\n",
    "            model.add_module(\"style_loss_\" + str(i), style_loss)\n",
    "            style_losses.append(style_loss)\n",
    "\n",
    "    if isinstance(layer, nn.ReLU):\n",
    "        #如果不是卷积层，则做同样处理\n",
    "        name = \"relu_\" + str(i)\n",
    "        model.add_module(name, layer)\n",
    "\n",
    "        i += 1\n",
    "\n",
    "    if isinstance(layer, nn.MaxPool2d):\n",
    "        name = \"pool_\" + str(i)\n",
    "        model.add_module(name, layer)  # ***\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 二、风格迁移的训练"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 首先，我们需要现准备一张原始的图像，可以是一张噪音图或者就是内容图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd7c8177588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 如果想从调整一张噪声图像开始，请用下面一行的代码\n",
    "input_img = Variable(torch.randn(content_img.data.size())).type(dtype)\n",
    "\n",
    "if use_cuda:\n",
    "    input_img = input_img.cuda()\n",
    "    content_img = content_img.cuda()\n",
    "    style_img = style_img.cuda()\n",
    "# 将选中的待调整图打印出来:\n",
    "plt.figure()\n",
    "imshow(input_img.data, title='Input Image')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 优化输入的图像（训练过程）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "正在构造风格迁移模型..\n",
      "开始优化..\n",
      "运行 0轮:\n",
      "风格损失 : 28874.503906 内容损失: 24.954277\n",
      "\n",
      "运行 50轮:\n",
      "风格损失 : 11.897390 内容损失: 13.078819\n",
      "\n",
      "运行 100轮:\n",
      "风格损失 : 5.979236 内容损失: 10.987968\n",
      "\n",
      "运行 150轮:\n",
      "风格损失 : 4.064835 内容损失: 9.229237\n",
      "\n",
      "运行 200轮:\n",
      "风格损失 : 3.088042 内容损失: 8.047560\n",
      "\n",
      "运行 250轮:\n",
      "风格损失 : 2.377409 内容损失: 7.279306\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd7f8072b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 首先，需要先讲输入图像变成神经网络的参数，这样我们就可以用反向传播算法来调节这个输入图像了\n",
    "input_param = nn.Parameter(input_img.data)\n",
    "\n",
    "#定义个优化器，采用LBFGS优化算法来优化（试验效果很好，它的特点是可以计算大规模数据的梯度下降）\n",
    "optimizer = optim.LBFGS([input_param])\n",
    "\n",
    "# 迭代步数\n",
    "num_steps=300\n",
    "\n",
    "\n",
    "\"\"\"运行风格迁移的主算法过程.\"\"\"\n",
    "print('正在构造风格迁移模型..')\n",
    "\n",
    "print('开始优化..')\n",
    "for i in range(num_steps):\n",
    "    #每一个训练周期\n",
    "    \n",
    "    # 限制输入图像的色彩取值范围在0-1间\n",
    "    input_param.data.clamp_(0, 1)\n",
    "    \n",
    "    # 清空梯度\n",
    "    optimizer.zero_grad()\n",
    "    # 将图像输入构造的神经网络中\n",
    "    model(input_param)\n",
    "    style_score = 0\n",
    "    content_score = 0\n",
    "    \n",
    "    # 每个损失函数层都开始反向传播算法\n",
    "    for sl in style_losses:\n",
    "        style_score += sl.backward()\n",
    "    for cl in content_losses:\n",
    "        content_score += cl.backward()\n",
    "\n",
    "    # 每隔50个周期打印一次训练数据\n",
    "    if i % 50 == 0:\n",
    "        print(\"运行 {}轮:\".format(i))\n",
    "        print('风格损失 : {:4f} 内容损失: {:4f}'.format(\n",
    "            style_score.data[0], content_score.data[0]))\n",
    "        print()\n",
    "    def closure():\n",
    "        return style_score + content_score\n",
    "    #一步优化\n",
    "    optimizer.step(closure)\n",
    "\n",
    "# 做一些修正，防止数据超界...\n",
    "output = input_param.data.clamp_(0, 1)\n",
    "\n",
    "# 打印结果图\n",
    "plt.figure()\n",
    "imshow(output, title='Output Image')\n",
    "\n",
    "plt.ioff()\n",
    "plt.show()"
   ]
  },
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   "outputs": [],
   "source": []
  }
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